The flickering airport monitor mocked Elias. "Delayed. Delayed. Delayed." His sister's wedding. Missed. He clenched his jaw, the muscles in his face knotting. He pictured the bride, beaming, and the groom, perhaps looking relieved he'd avoided his brother-in-law's presence. Good. Let them have their moment. He checked the time again, a slow burn spreading through his chest. He would make them pay. He'd find a way.

He stalked towards the information desk, each step a deliberate thud. The agent, a young woman with a bored expression, met his glare with a practiced calmness. "Yes, sir? May I help you?" He feigned a shaky voice. "My connecting flight... was it supposed to be boarding soon? I... I believe it's gone." He watched the agent's face carefully, relishing the flicker of panic.

He demanded a supervisor, adding a touch of hysteria, detailing a ludicrous scenario involving a crucial business deal. The agent scrambled to fix the situation, the efficiency he knew was a lie. He leaned back, allowing a triumphant smile to spread. This was a tiny victory, a sweet taste of revenge.

Emotion: vindictive

Cluster: Defiance / Spite
PC1 (Valence): 2.55 Positive
PC2 (Disposition): 4.22

Role in Research

This story is one of 1,000 stories generated for the emotion vindictive. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 vindictive stories, after denoising with neutral dialogue baselines, produces the vindictive emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the vindictive vector is projected through the unembedding matrix.

Promoted:
de0.878
la0.516
😈0.509
l0.504
diplom0.476
Suppressed:
own-1.035
此刻-0.573
గుర్త-0.532
熟悉的-0.526
ness-0.509